Imagine every shopper having a smart helper that knows sales, products, and your preferences, and can do the comparing, searching, and asking-customer-service-questions for you before you ever talk to a human or visit a store.
Helps retailers and brands handle holiday demand spikes by automating product discovery, recommendations, and basic customer-service questions so shoppers get faster answers and stores need fewer extra seasonal staff.
Tight integration of bots into existing shopping journeys (web, app, email, social), plus retailer-specific behavior data and product catalogues that make the assistant more accurate over time.
Hybrid
Vector Search
Medium (Integration logic)
Context window cost and latency for large, frequently changing product catalogues during peak traffic (e.g., Black Friday/Cyber Monday).